IP Library Granted Patent US 12,707,429
Granted Patent B2
US 12,707,429 · App. 18/151,103 · Granted Aug 11, 2026

Methods and devices for estimating the position of an RF source

Inventors: Mansour Rachid (Los Angeles, CA); Matthew Hayes (Los Angeles, CA); Hakan Akan (Los Angeles, CA)
Assignee: SILVUS TECHNOLOGIES, INC.
H04W64/006G01S5/0289
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Quick Facts
Patent No.
US 12,707,429
App. No.
18/151,103
Filed
Jan 6, 2023
Granted
Aug 11, 2026
Kind
B2
Examiner
WYCHE, MYRON
Art Unit
2644
USPC
455/456.1
Abstract

A sensor system may be configured to identify a location of a radio frequency (RF) source using an angle of arrival estimation technique. A sensor system may identify a candidate location of an RF source using hyperbola positioning techniques with two or more antennas at a similar geolocation with reference to the RF source. The sensor system may additionally be able to identify a plurality of RF sources using two or more antennas at a similar geolocation.

Claims (30)

1 . A system for identifying at least one RF source, the system comprising:

one or more hardware processors, the one or more hardware processors configured to:

generate a first set of candidate locations for an RF source based at least in part on a cross correlation of signals received at a first antenna and a second antenna of a sensor system, the first antenna and second antenna being in a first orientation, the first antenna positioned adjacent to the second antenna;

move the first antenna and the second antenna from the first orientation into a second orientation;

generate a second set of candidate locations for the RF source based at least in part on a cross correlation of received signals at the first antenna and the second antenna of the sensor system, the first antenna and second antenna being in the second orientation;

estimate a location of the RF source based on an intersection of the first set of candidate locations and the second set of candidate locations.

2 . The system of claim 1 , wherein the first and second antenna are spaced a distance from each other a multiple of a wavelength of a carrier wave of the RF source.

3 . The system of claim 2 , wherein the distance comprises less than or equal to one wavelength of a carrier wave of the RF source.

4 . The system of claim 3 , wherein the distance comprises up to and including approximately one meter.

5 . The system of claim 1 , wherein to generate the first set of candidate locations, the one or more processors are configured to determine a first set of candidate angles for the RF source based on the cross correlation of signals received at the first and second antennas when the first and second antennas are in the first orientation; and determine the first set of candidate locations based on a projection of the first set of candidate angles on a plane.

6 . The system of claim 1 , wherein the first set of candidate locations includes at least one hyperbolic portion.

7 . The system of claim 1 , wherein to generate the second set of candidate locations, the one or more processors are configured to determine a second set of candidate angles for the RF source based on the cross correlation of signals received at the first and second antennas when the first and second antennas are in the second orientation; and determine the first set of candidate locations based on a projection of the second set of candidate angles on a plane.

8 . The system of claim 1 , wherein the second set of candidate locations includes at least one hyperbolic portion.

9 . The system of claim 1 , wherein the estimated location is in both the first and second sets of candidate locations.

10 . The system of claim 1 , wherein the estimated location is in either the first or second sets of candidate locations.

11 . The system of claim 1 , wherein the one or more hardware processors are configured to estimate the location of the RF source by computing confidence values for candidate locations in the first and second set of candidate locations.

12 . The system of claim 1 , wherein the estimated location corresponds to a highest confidence value.

13 . The system of claim 1 wherein an intersection comprises a density of overlapping location estimates in the first and second candidate locations.

14 . The system of claim 1 wherein an intersection comprises an intersection point in or near an overlapping region of the first and second sets of candidate locations.

15 . The system of claim 1 , wherein moving the first antenna and the second antenna from the first orientation into the second orientation comprises rotating at least one of the first antenna or the second antenna around a point associated with the sensor system.

16 . A system for determining a location of at least one RF source previously unidentified RF source, the system comprising:

a movable platform;

a plurality of antennas coupled to the movable platform,

wherein the plurality of antennas configured to receive signals from a plurality of RF sources in an environment of the movable platform,

wherein at least one pair of antennas of the plurality of antennas are spaced a distance from each other of less than or equal to one wavelength of a carrier wave of the RF source; and

one or more hardware processors configured to communicate with the plurality of antennas and identify a presence of at least one RF source of the plurality of RF sources based at least in part on a received power associated with the signals and two or more cross correlations of signals received at different pairs of antennas of the plurality of antennas.

17 . The system of claim 16 , wherein the movable platform comprises a winged aircraft or drone.

18 . The system of claim 17 wherein the plurality of antennas comprises three antennas.

19 . The system of claim 16 wherein the one or more hardware processors are configured to estimate a location of the at least one RF source of the plurality of RF sources.

20 . The system of claim 16 comprising at least one actuator configured to rotate the plurality of antennas.

Assignments (2)
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Mar 20, 2023
From: RACHID, MANSOUR; HAYES, MATTHEW; AKAN, HAKAN
To: SILVUS TECHNOLOGIES, INC.
Reel/Frame 063039/0033 →
CONFIRMATORY LICENSE Recorded Feb 15, 2023
From: SILVUS TECHNOLOGIES, INC
To: US GOVERNMENT AS REPRESENTED BY THE SECRETARY OF THE ARMY
Reel/Frame 062749/0817 →
Continuity (1)
Related Publication 20240236931A1 · Jul 11, 2024
References Cited (169)
US 5418784A · Ramakrishnan et al. · 1995 [cited by applicant]
US 5436903A · Yang et al. · 1995 [cited by applicant]
US 6038225A · Nago · 2000 [cited by applicant]
US 6175739B1 · Ishii et al. · 2001 [cited by applicant]
US 6219053B1 · Tachibana · 2001 [cited by applicant]
US 6556582B1 · Redi · 2003 [cited by applicant]
US 6754176B1 · Gubbi et al. · 2004 [cited by applicant]
US 6760371B1 · Bach · 2004 [cited by applicant]
US 6788658B1 · Bims · 2004 [cited by applicant]
US 6980561B1 · Abi-Nassif · 2005 [cited by applicant]
US D590410S · Wall · 2009 [cited by applicant]
US D638024S · Wall · 2011 [cited by applicant]
US 8107966B2 · Choi et al. · 2012 [cited by applicant]
US 8160090B2 · Yoshizawa et al. · 2012 [cited by applicant]
US 8462709B2 · Nanda et al. · 2013 [cited by applicant]
US 8483620B2 · Horn et al. · 2013 [cited by applicant]
US 8537730B2 · Liu et al. · 2013 [cited by applicant]
US D692451S · Pearcy · 2013 [cited by applicant]
US 8588091B2 · Trainin · 2013 [cited by applicant]
US D708193S · Agnew · 2014 [cited by applicant]
US D710863S · Agnew · 2014 [cited by applicant]
US 8837435B2 · Singh et al. · 2014 [cited by applicant]
US 8861445B2 · Jing et al. · 2014 [cited by applicant]
US 8873470B2 · Cordeiro et al. · 2014 [cited by applicant]
US 8879573B2 · Bahl et al. · 2014 [cited by applicant]
US 8913597B2 · Benveniste · 2014 [cited by applicant]
US 9014207B2 · Goel et al. · 2015 [cited by applicant]
US 9094986B2 · Horn et al. · 2015 [cited by applicant]
US 9173235B2 · Lim et al. · 2015 [cited by applicant]
US 9258195B1 · Pendleton · 2016 [cited by applicant]
US 9407298B1 · Hwang et al. · 2016 [cited by applicant]
US 9445278B2 · Sadek et al. · 2016 [cited by applicant]
US 9503286B2 · Han et al. · 2016 [cited by applicant]
US D775196S · Huang · 2016 [cited by applicant]
US D781302S · Baguley · 2017 [cited by applicant]
US D789416S · Baluja · 2017 [cited by applicant]
US D812634S · Tuthill · 2018 [cited by applicant]
US D824922S · McGovern · 2018 [cited by applicant]
US D841671S · Clavin · 2019 [cited by applicant]
US D859433S · Kim · 2019 [cited by applicant]
US D867389S · Jamison · 2019 [cited by applicant]
US D886834S · Chitalia · 2020 [cited by applicant]
US 10728121B1 · Chitalia · 2020 [cited by applicant]
US D908137S · Varghese et al. · 2021 [cited by applicant]
US D916828S · Daie · 2021 [cited by applicant]
US D936697S · Hosokuni · 2021 [cited by applicant]
US 11188445B2 · Knowles et al. · 2021 [cited by applicant]
US 11226126B2 · Przybylski et al. · 2022 [cited by applicant]
US 11226975B2 · Patthak et al. · 2022 [cited by applicant]
US 11258807B2 · Muddu et al. · 2022 [cited by applicant]
US 11290348B1 · Margaria et al. · 2022 [cited by applicant]
US D947890S · Yamasaki · 2022 [cited by applicant]
US 11294789B2 · Knowles et al. · 2022 [cited by applicant]
US 11340931B2 · Krishna et al. · 2022 [cited by applicant]
US 11381285B1 · Shattil · 2022 [cited by applicant]
US 11463325B2 · D'Ippolito · 2022 [cited by applicant]
US D968425S · Bhardwaj · 2022 [cited by applicant]
US 11507262B2 · Campbell · 2022 [cited by applicant]
US D982021S · Daneshvar et al. · 2023 [cited by applicant]
US 11706099B2 · Chitalia · 2023 [cited by applicant]
US 11743135B2 · Mordani · 2023 [cited by applicant]
US 11963026B2 · Daneshvar et al. · 2024 [cited by applicant]
US D1030790S · Seo · 2024 [cited by applicant]
US 12058015B2 · Erickson · 2024 [cited by applicant]
US 12144011B2 · Zhu et al. · 2024 [cited by applicant]
US 12166516B2 · Rachid · 2024 [cited by applicant]
US 20040071154A1 · Wentink · 2004 [cited by applicant]
US 20040146022A1 · Lewis et al. · 2004 [cited by applicant]
US 20040240426A1 · Wu et al. · 2004 [cited by applicant]
US 20050169185A1 · Qiu · 2005 [cited by applicant]
US 20070177520A1 · Morinaga et al. · 2007 [cited by applicant]
US 20080052378A1 · Matsuyama · 2008 [cited by applicant]
US 20080052379A1 · Matsuyama · 2008 [cited by applicant]
US 20090262688A1 · Tsai et al. · 2009 [cited by applicant]
US 20100074141A1 · Nguyen · 2010 [cited by applicant]
US 20100075704A1 · McHenry et al. · 2010 [cited by applicant]
US 20100165899A1 · Van Bosch et al. · 2010 [cited by applicant]
US 20110314145A1 · Raleigh et al. · 2011 [cited by applicant]
US 20120082040A1 · Gong et al. · 2012 [cited by applicant]
US 20120327870A1 · Grandhi et al. · 2012 [cited by applicant]
US 20130058222A1 · Yehezkel et al. · 2013 [cited by applicant]
US 20130163575A1 · Pak et al. · 2013 [cited by applicant]
US 20130201857A1 · Bhargava et al. · 2013 [cited by applicant]
US 20130311832A1 · Lad · 2013 [cited by applicant]
US 20140050203A1 · Doppler et al. · 2014 [cited by applicant]
US 20140066050A1 · Kotecha et al. · 2014 [cited by applicant]
US 20140079016A1 · Dai et al. · 2014 [cited by applicant]
US 20140092877A1 · Kazmi et al. · 2014 [cited by applicant]
US 20140094130A1 · Elenes et al. · 2014 [cited by applicant]
US 20140169290A1 · Seok · 2014 [cited by applicant]
US 20140307639A1 · Jung et al. · 2014 [cited by applicant]
US 20140328265A1 · Sampath et al. · 2014 [cited by applicant]
US 20150113118A1 · Jain · 2015 [cited by applicant]
US 20150245282A1 · Kim et al. · 2015 [cited by applicant]
US 20150264689A1 · Sampath et al. · 2015 [cited by applicant]
US 20150333933A1 · Lopez de Victoria · 2015 [cited by applicant]
US 20160050683A1 · Gupta et al. · 2016 [cited by applicant]
US 20160294650A1 · Padhye · 2016 [cited by applicant]
US 20160337094A1 · Andreoli-Fang et al. · 2016 [cited by applicant]
US 20170026270A1 · Handige Shankar · 2017 [cited by applicant]
US 20170085334A1 · Ishioka · 2017 [cited by applicant]
US 20170310552A1 · Wallerstein · 2017 [cited by applicant]
US 20170357389A1 · Fleizach et al. · 2017 [cited by applicant]
US 20180136798A1 · Aggour · 2018 [cited by applicant]
US 20190053293A1 · Akoum et al. · 2019 [cited by applicant]
US 20190116504A1 · Rusackas · 2019 [cited by applicant]
US 20190174383A1 · Zhang et al. · 2019 [cited by applicant]
US 20190281507A1 · Rahat et al. · 2019 [cited by applicant]
US 20190320462A1 · Li et al. · 2019 [cited by applicant]
US 20200007405A1 · Chitalia · 2020 [cited by applicant]
US 20200067952A1 · Deaguero · 2020 [cited by applicant]
US 20200084759A1 · Liu et al. · 2020 [cited by applicant]
US 20200403881A1 · DeLuca · 2020 [cited by applicant]
US 20210026677A1 · Krishna · 2021 [cited by applicant]
US 20210028962A1 · Schelstraete et al. · 2021 [cited by applicant]
US 20210028996A1 · Mordani · 2021 [cited by applicant]
US 20210153089A1 · Nayak et al. · 2021 [cited by applicant]
US 20210258029A1 · Cyzs · 2021 [cited by applicant]
US 20210297868A1 · Beck et al. · 2021 [cited by applicant]
US 20210314112A1 · Balasubramanian · 2021 [cited by applicant]
US 20210320678A1 · Luo · 2021 [cited by applicant]
US 20220345235A1 · Mondal · 2022 [cited by examiner]
US 20220385547A1 · Daneshvar et al. · 2022 [cited by applicant]
US 20230033786A1 · Rachid et al. · 2023 [cited by applicant]
US 20250039744A1 · Rachid et al. · 2025 [cited by applicant]
US 20250202513A1 · Rachid · 2025 [cited by applicant]
US 20250261137A1 · Rachid et al. · 2025 [cited by applicant]
CN 303605235 · 2016 [cited by applicant]
CN 303655182 · 2016 [cited by applicant]
CN 305391642 · 2019 [cited by applicant]
EP 2088811A1 · 2009 [cited by applicant]
EP 1603283B1 · 2010 [cited by applicant]
EP 2744292A1 · 2014 [cited by applicant]
EP 2866514A2 · 2015 [cited by applicant]
KR 2006010018A · 2006 [cited by applicant]
WO WO2005039105A1 · 2005 [cited by applicant]
WO WO2006106459A1 · 2006 [cited by applicant]
WO WO2007098136A2 · 2007 [cited by applicant]
WO WO2011129634A3 · 2012 [cited by applicant]
WO WO2014124131A2 · 2014 [cited by applicant]
WO WO2019006730A1 · 2019 [cited by applicant]
WO WO2020020283A1 · 2020 [cited by applicant]
Boksiner, et al., “Centrally Controlled Dynamic Spectrum Access for MANETs” 2013 IEEE Military Communications Conference, IEEE Computer Society, 978-0-7695-5124, pp. 641-646, Milcom, Jan. 2013. [cited by applicant]
Jones et al., “A Dynamic Spectrum Access Mac Applique for Legacy Military Radios” The John Hopkins University Applied Physics Laboratory, 978-1-4244-2677, pp. 1-5, Milcom, May 2008. [cited by applicant]
Kumar et al., “Medium Access Control Protocol for AD-HOC Wireless Networks: A Survey” Electrical and Computer Engineering Department, Clarkson University, Embedded Software for Digital Televisions Group, ATI Research, a… [cited by applicant]
Marinho et al., “Cognitive Radio: Survey on Communication Protocols, Spectrum Decision Issues, and Future Research Directions” Wireless Netw, vol. 18, pp. 147-164, 2012. [cited by applicant]
Nasipuri, et al., “Performance of Multichannel Wireless Ad HOC Networks” Int. J. Wireless and Mobile Computing, vol. 1, Nos. ¾, pp. 191-203, 2006. [cited by applicant]
Park et al., Performance of Joint Spectrum Sensing and MAC Algorithms for Multichannel Opportunistic Spectrum Access Ad Hoc Networks, IEEE Transactions on Mobile Computing, vol. 10, No. 7, pp. 1011-1027, Jul. 2011. [cited by applicant]
Perich et al., “Efficient Dynamic Spectrum Access Implementation” The 2010 Military Communications Conference—Unclassified Program—Networking Protocols and Performance Track, 978-1-4244-8180, pp. 1887-1892, Apr. 2010. [cited by applicant]
Redi, et al., “The DARPA WNaN Network Architecture” The 2011 Military Communications Conference—Track 6—Department of Defense Programs, 978-1-4673-0081, pp. 2258-2263, 2011. [cited by applicant]
Seelig, et al. “A Description of the Aug. 2006 XG Demonstrations at Fort A. P. Hill” U.S. Department of Defense Advanced Research Projects Agency, 1-4244-0663, pp. 1-12, Mar. 2007. [cited by applicant]
Shiang et al., “Distributed Resource Management in Multihop Cognitive Radio Networks for Delay-Sensitive Transmission” IEEE Transactions on Vehicular Techonology, vol. 58, No. 2, pp. 941-953, Feb. 2009. [cited by applicant]
Ye, et al., “An Energy-Efficient MAC Protocol for Wireless Sensor Networks” Information Science Institute, University of Southern California Computer Science Department, 2011. [cited by applicant]
Yucek et al., “A Survey of Spectrum Sensing Alforithms for Cognitive Radio Applications” IEEE Communications Surveys & Tutorials, vol. 11, No. 1, pp. 116-130, 2009. [cited by applicant]
Zhao et al., “A Survey of Dynamic Spectrum Access” IEEE Signal Processing Magazine 1053-5888, pp. 79-89, May 2007. [cited by applicant]
Zhao et al., “Decentralized Cognitive MAC for Opportunistic Spectrum Access in Ad Hoc Networks: A Pomdp Framework” IEEE Journal on Selected Areas in Communications, vol. 25, No. 3, pp. 589-600, Apr. 2007. [cited by applicant]
The Mac Level (link layer), downloaded on Dec. 7, 2015 from website: http://www.labs.hpe.com/personal/Jean_Tourrilhes/Linux/Linux.Wireless.mac.html, 2000. [cited by applicant]
Chevillat, et al., “Dynamic Data Rate and Transmit Power Adjustment in IEEE 802.11 Wireless LANs,” Int J Wireless Inf Networks 12, 123-145 (2005). [cited by applicant]
Holland, et al., “A Rate-Adaptive MAC Protocol for Multi-Hop Wireless Networks,” In Proceedings of the 7th annual international conference on Mobile computing and networking (MobiCom '01). Association for Computing Mach… [cited by applicant]
Qiao, et al., “Goodput enhancement of IEEE 802.11a wireless LAN via link adaptation,” ICC 2001. IEEE International Conference on Communications. Conference Record (Cat. No. 01CH37240), Helsinki, Finland, pp. 1995-2000 v… [cited by applicant]
SC3500 Quick Start Guide CSMA, Doc. 10009C000 Version 1.2, dated May 10, 2012; 10 pages. [cited by applicant]
SteamCaster MIMO Radio User Manual, Doc. 10017C000 Version 3.12, dated Jun. 2, 2015; 70 pages. [cited by applicant]
SteamCaster MIMO Radio User Manual, Doc. 10017C000 Version 3.12.5, dated Oct. 7, 2016; 92 pages. [cited by applicant]
SteamCaster MIMO Radio User Manual, Doc. 10017C000 Version 3.15.0.3, dated Sep. 4, 2018; 146 pages. [cited by applicant]
SteamCaster MIMO Radio User Manual, Doc. 10017C000 Version 3.15.0.4, dated Oct. 23, 2018; 134 pages. [cited by applicant]
SteamCaster MIMO Radio User Manual, Doc. 10017C000 Version 3.15.0.5, dated Dec. 19, 2018; 137 pages. [cited by applicant]
SteamCaster MIMO Radio User Manual, Doc. 10017C000 Version 3.17.0.5, dated Apr. 30, 2019; 158 pages. [cited by applicant]
Baivector. “Structure molecule and communication.” Shutterstock, published Jan. 8, 2018 (Retrieved from the Internet May 21, 2025). Internet URL: <https://www.shutterstock.com/image-vector/structure-molecule-communicati… [cited by applicant]
Sunward Art. “Social media communication digital concept.” Shutterstock, published Jul. 14, 2019 (Retrieved from the Internet May 21, 2025). Internet URL: <https://www.shutterstock.com/image-vector/social-media-communic… [cited by applicant]